{"id":"W4322153465","doi":"10.1007/978-1-0716-3060-0_16","title":"Archaella Isolation","year":2023,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Sulfolobus acidocaldarius; Isolation (microbiology); Archaea; Protein filament; Methanococcus; Biology; Extraction (chemistry); Chemistry; Microbiology; Chromatography; Bacteria; Biochemistry; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009240796,0.002619012,0.001772698,0.002317182,0.00221392,0.001212214,0.001604729,0.000743514,0.02162139],"category_scores_gemma":[0.0009205149,0.0009934112,0.001223596,0.001986617,0.0008171842,0.0005419253,0.002401597,0.002978772,0.03566567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003925476,"about_ca_system_score_gemma":0.00131516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001933275,"about_ca_topic_score_gemma":0.003125245,"domain_scores_codex":[0.9984686,0.0001757659,0.0001816208,0.0003935882,0.000414305,0.0003660611],"domain_scores_gemma":[0.9992931,0.0001109174,0.00003446249,0.0003206236,0.0001326216,0.0001083045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000558569,0.00017938,0.001074595,0.0007228456,0.00006018656,0.0004521761,0.000205629,0.0001222989,0.9603947,0.001685653,0.01032791,0.02421594],"study_design_scores_gemma":[0.0001798273,0.0005286916,0.01052858,0.0002474165,0.0001748954,0.001234078,0.0001905315,0.0005703904,0.6215284,0.0011526,0.3636014,0.00006316857],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2207322,0.02182991,0.3896678,0.00447682,0.004158522,0.01728616,0.1937819,0.02195862,0.126108],"genre_scores_gemma":[0.1972076,0.01294895,0.2575016,0.002319547,0.001057761,0.007878855,0.3840611,0.003440149,0.1335844],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02162139,"threshold_uncertainty_score":0.07233071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03514900692120741,"score_gpt":0.4502261748793542,"score_spread":0.4150771679581468,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}